ST 592: Design and Analysis of Ecological Field Studies

                                                Spring 2006

                                                                         
1. Introduction
The Scientific Method, Theories, Hypotheses, Models

2. Statistical Definitions and Concepts
Populations and Samples
Point Estimation, Bias and Precision or Estimators
Confidence Interval Estimation
Hypothesis Testing, Type I and Type 2 Errors, Power of Tests

3. Classical Experimental Designs
Randomization, Replication and Blocking
Completely Random Design
Randomized Complete Block Design
Treatment Designs (Simple, Factorial)
Split Plot Designs
Repeated Measures Designs


4. Problems of Experimental Design in Ecological Field Studies
Lack of Randomization
Lack of Replication
Pseudoreplication
Spatial Scales of Interest vs Those That Are Practical

5. Quasi- Experimental Designs
Before After Control Impact Designs (BACI)
Weaker Designs
No Before Impact Designs
No Control Impact Designs
Other Designs

6. Design of Observational Studies

7. Sampling Design Issues for Experiments and Observational Studies
Simple Random Sampling Without Replacement
Systematic Random Sampling
Stratified Random Sampling
Cluster and Multi-State Sampling
Double Sampling
Adaptive Sampling

8. Exploratory Data Analysis in Observational Studies
Multiple Regression Analysis
Logistic Regression Analysis
Principal Components Analysis
Other Multivariate Methods (Brief)

9. Meta-Analysis (Combining Multiple Studies)

10. Integration of Field Studies, Mathematical Models, Adaptive Management